import intake
import ciofs_hindcast_report as chr
import hvplot.pandas # noqa
import ocean_model_skill_assessor as omsa
import pandas as pd
import cmocean.cm as cmo
CMI KBNERR: Six repeat transects, one single transect, and one time series of CTD profiles in Cook Inlet#
CTD profiles 2004-2006 - CMI KBNERR
ctd_profiles_cmi_kbnerr
From 2004 to 2006
Seasonality of Boundary Conditions for Cook Inlet, Alaska
During 2004 to 2006 we collected hydrographic measurements along transect lines crossing: 1) Kennedy Entrance and Stevenson Entrance from Port Chatham to Shuyak Island; 2) Shelikof Strait from Shuyak Island to Cape Douglas; 3) Cook Inlet from Red River to Anchor Point; 4) Kachemak Bay from Barbara Point to Bluff Point, and 5) the Forelands from East Foreland to West Foreland. During the third year we added two additional lines; 6) Cape Douglas to Cape Adams, and 7) Magnet Rock to Mount Augustine. The sampling in 2006 focused on the differences in properties during the spring and neap tide periods.
CTD profiles 2004-2005 - CMI UAF seems to be transect 5 of this project.
Note Line 4 has an incorrect latitude for station 65. This can be seen with the following if the correction is not made:
df = cat['cmi_full_v2-Cruise_16-Line_4'].read()
df.drop_duplicates(subset="Station")
because the longitude is fixed and the latitude increases linearly until station 65 and then repeats the latitude value of station 56. The values are the same for the line in all datasets, and in the report. Since the difference in latitude across line 4 is about 0.0167, I will apply that difference from station 64 and use the resulting latitude for line 4, station 65.
Part of the project: Seasonality of Boundary Conditions for Cook Inlet, Alaska Steve Okkonen Principal Investigator Co-principal Investigators: Scott Pegau Susan Saupe Final Report OCS Study MMS 2009-041 August 2009 Report: https://researchworkspace.com/file/39885971/2009_041.pdf
Used in the NWGOA model/data comparison.
Dataset metadata:
Dataset |
featuretype |
maxLatitude |
maxLongitude |
maxTime |
minLatitude |
minLongitude |
minTime |
|
|---|---|---|---|---|---|---|---|---|
0 |
Kbay_timeseries |
trajectoryProfile |
59.5833 |
-151.75 |
2006-04-23 17:33:00 |
59.5833 |
-151.75 |
2006-04-22 17:06:00 |
1 |
cmi_full_v2-Cruise_00-Line_3 |
trajectoryProfile |
59.4917 |
-151.65 |
2004-03-13 12:41:00 |
59.4917 |
-151.65 |
2004-03-13 12:41:00 |
2 |
cmi_full_v2-Cruise_00-Line_4 |
trajectoryProfile |
59.625 |
-151.65 |
2004-03-13 12:27:00 |
59.5083 |
-151.65 |
2004-03-13 10:40:00 |
3 |
cmi_full_v2-Cruise_01-Line_1 |
trajectoryProfile |
59.2033 |
-151.875 |
2004-04-20 18:20:00 |
58.65 |
-152.333 |
2004-04-20 08:45:00 |
4 |
cmi_full_v2-Cruise_01-Line_2 |
trajectoryProfile |
58.6867 |
-152.633 |
2004-04-19 23:10:00 |
58.6133 |
-152.817 |
2004-04-19 20:37:00 |
5 |
cmi_full_v2-Cruise_01-Line_3 |
trajectoryProfile |
59.9967 |
-151.65 |
2004-05-27 05:46:00 |
59.4917 |
-152.537 |
2004-04-18 21:36:00 |
6 |
cmi_full_v2-Cruise_01-Line_4 |
trajectoryProfile |
59.625 |
-151.65 |
2004-05-27 08:04:00 |
59.5083 |
-151.65 |
2004-04-21 07:29:00 |
7 |
cmi_full_v2-Cruise_02-Line_1 |
trajectoryProfile |
59.2033 |
-151.875 |
2004-05-26 21:07:00 |
58.65 |
-152.333 |
2004-05-26 11:50:00 |
8 |
cmi_full_v2-Cruise_02-Line_2 |
trajectoryProfile |
58.6867 |
-152.633 |
2004-05-26 09:39:00 |
58.6133 |
-152.817 |
2004-05-26 07:18:00 |
9 |
cmi_full_v2-Cruise_02-Line_3 |
trajectoryProfile |
59.9967 |
-151.65 |
2004-05-27 05:46:00 |
59.4917 |
-152.537 |
2004-05-25 11:41:00 |
10 |
cmi_full_v2-Cruise_02-Line_4 |
trajectoryProfile |
59.625 |
-151.65 |
2004-05-27 08:04:00 |
59.5169 |
-151.65 |
2004-05-27 05:59:00 |
11 |
cmi_full_v2-Cruise_03-Line_1 |
trajectoryProfile |
59.2033 |
-151.875 |
2004-06-13 20:35:00 |
58.65 |
-152.333 |
2004-06-13 11:34:00 |
12 |
cmi_full_v2-Cruise_03-Line_2 |
trajectoryProfile |
58.6867 |
-152.633 |
2004-06-14 00:10:00 |
58.6133 |
-152.817 |
2004-06-13 22:11:00 |
13 |
cmi_full_v2-Cruise_03-Line_3 |
trajectoryProfile |
59.9967 |
-151.65 |
2004-06-14 23:46:00 |
59.4917 |
-152.537 |
2004-06-14 13:39:00 |
14 |
cmi_full_v2-Cruise_03-Line_4 |
trajectoryProfile |
59.6417 |
-151.65 |
2004-06-15 02:01:00 |
59.5083 |
-151.65 |
2004-06-14 23:59:00 |
15 |
cmi_full_v2-Cruise_04-Line_1 |
trajectoryProfile |
59.2033 |
-151.875 |
2004-07-18 11:34:00 |
58.735 |
-152.267 |
2004-07-18 11:34:00 |
16 |
cmi_full_v2-Cruise_04-Line_2 |
trajectoryProfile |
58.665 |
-152.633 |
2004-07-18 22:46:00 |
58.6133 |
-152.767 |
2004-07-18 22:11:00 |
17 |
cmi_full_v2-Cruise_04-Line_3 |
trajectoryProfile |
59.9567 |
-151.65 |
2004-07-18 23:46:00 |
59.4917 |
-152.422 |
2004-07-17 13:24:00 |
18 |
cmi_full_v2-Cruise_04-Line_4 |
trajectoryProfile |
59.625 |
-151.65 |
2004-07-18 23:46:00 |
59.525 |
-151.65 |
2004-07-18 23:46:00 |
19 |
cmi_full_v2-Cruise_05-Line_1 |
trajectoryProfile |
59.2033 |
-151.875 |
2004-09-11 03:19:00 |
58.65 |
-152.333 |
2004-08-17 13:00:00 |
20 |
cmi_full_v2-Cruise_05-Line_2 |
trajectoryProfile |
58.6867 |
-152.633 |
2004-08-17 08:13:00 |
58.6133 |
-152.817 |
2004-08-17 06:26:00 |
21 |
cmi_full_v2-Cruise_05-Line_3 |
trajectoryProfile |
59.9967 |
-151.65 |
2004-08-18 04:09:00 |
59.4917 |
-152.537 |
2004-08-16 10:22:00 |
22 |
cmi_full_v2-Cruise_05-Line_4 |
trajectoryProfile |
59.6417 |
-151.65 |
2004-08-18 06:08:00 |
59.5083 |
-151.65 |
2004-08-18 04:21:00 |
23 |
cmi_full_v2-Cruise_06-Line_1 |
trajectoryProfile |
59.2033 |
-151.875 |
2004-09-08 09:39:00 |
58.65 |
-152.333 |
2004-09-07 23:19:00 |
24 |
cmi_full_v2-Cruise_06-Line_2 |
trajectoryProfile |
58.6867 |
-152.633 |
2004-09-08 16:41:00 |
58.6133 |
-152.817 |
2004-09-08 14:33:00 |
25 |
cmi_full_v2-Cruise_06-Line_3 |
trajectoryProfile |
59.9967 |
-151.65 |
2004-09-09 20:24:00 |
59.4917 |
-152.537 |
2004-09-09 09:03:00 |
26 |
cmi_full_v2-Cruise_06-Line_4 |
trajectoryProfile |
59.6417 |
-151.65 |
2004-09-09 20:03:00 |
59.5083 |
-151.65 |
2004-09-09 17:54:00 |
27 |
cmi_full_v2-Cruise_07-Line_1 |
trajectoryProfile |
59.2033 |
-151.875 |
2005-01-09 06:16:00 |
58.65 |
-152.333 |
2005-01-08 19:06:00 |
28 |
cmi_full_v2-Cruise_07-Line_2 |
trajectoryProfile |
58.6867 |
-152.633 |
2005-01-09 10:39:00 |
58.6133 |
-152.817 |
2005-01-09 08:10:00 |
29 |
cmi_full_v2-Cruise_07-Line_3 |
trajectoryProfile |
60.0067 |
-151.883 |
2005-01-10 09:01:00 |
59.7717 |
-152.567 |
2005-01-10 03:07:00 |
30 |
cmi_full_v2-Cruise_07-Line_4 |
trajectoryProfile |
59.625 |
-151.65 |
2005-01-10 14:03:00 |
59.4917 |
-151.65 |
2005-01-10 11:04:00 |
31 |
cmi_full_v2-Cruise_08-Line_1 |
trajectoryProfile |
59.2033 |
-151.875 |
2005-04-26 07:23:00 |
58.65 |
-152.333 |
2005-04-25 20:05:00 |
32 |
cmi_full_v2-Cruise_08-Line_2 |
trajectoryProfile |
58.6867 |
-152.633 |
2005-04-26 14:45:00 |
58.6133 |
-152.817 |
2005-04-26 12:43:00 |
33 |
cmi_full_v2-Cruise_08-Line_3 |
trajectoryProfile |
60.0067 |
-151.883 |
2005-04-27 10:50:00 |
59.7717 |
-152.567 |
2005-04-27 04:33:00 |
34 |
cmi_full_v2-Cruise_08-Line_4 |
trajectoryProfile |
59.625 |
-151.65 |
2005-04-25 17:42:00 |
59.4917 |
-151.65 |
2005-04-25 14:49:00 |
35 |
cmi_full_v2-Cruise_09-Line_1 |
trajectoryProfile |
59.2033 |
-151.875 |
2005-06-14 18:18:00 |
58.65 |
-152.333 |
2005-06-14 10:26:00 |
36 |
cmi_full_v2-Cruise_09-Line_2 |
trajectoryProfile |
58.6867 |
-152.633 |
2005-06-15 01:24:00 |
58.6133 |
-152.817 |
2005-06-14 23:37:00 |
37 |
cmi_full_v2-Cruise_09-Line_3 |
trajectoryProfile |
60.0067 |
-151.883 |
2005-06-15 20:28:00 |
59.7717 |
-152.567 |
2005-06-15 15:55:00 |
38 |
cmi_full_v2-Cruise_09-Line_4 |
trajectoryProfile |
59.625 |
-151.65 |
2005-06-16 20:48:00 |
59.4917 |
-151.65 |
2005-06-16 18:46:00 |
39 |
cmi_full_v2-Cruise_10-Line_1 |
trajectoryProfile |
59.2033 |
-151.875 |
2005-07-30 06:56:00 |
58.65 |
-152.333 |
2005-07-29 17:13:00 |
40 |
cmi_full_v2-Cruise_10-Line_2 |
trajectoryProfile |
58.6867 |
-152.633 |
2005-07-29 12:14:00 |
58.6133 |
-152.817 |
2005-07-29 10:43:00 |
41 |
cmi_full_v2-Cruise_10-Line_3 |
trajectoryProfile |
60.0067 |
-151.883 |
2005-07-28 17:57:00 |
59.7717 |
-152.567 |
2005-07-28 11:09:00 |
42 |
cmi_full_v2-Cruise_10-Line_4 |
trajectoryProfile |
59.625 |
-151.65 |
2005-07-30 18:02:00 |
59.4917 |
-151.65 |
2005-07-30 16:08:00 |
43 |
cmi_full_v2-Cruise_11-Line_1 |
trajectoryProfile |
59.2033 |
-151.875 |
2005-09-05 02:18:00 |
58.65 |
-152.333 |
2005-09-04 18:41:00 |
44 |
cmi_full_v2-Cruise_11-Line_2 |
trajectoryProfile |
58.6867 |
-152.633 |
2005-09-05 12:13:00 |
58.6133 |
-152.817 |
2005-09-05 10:42:00 |
45 |
cmi_full_v2-Cruise_11-Line_3 |
trajectoryProfile |
60.0067 |
-151.883 |
2005-09-06 08:02:00 |
59.7717 |
-152.567 |
2005-09-06 02:46:00 |
46 |
cmi_full_v2-Cruise_11-Line_4 |
trajectoryProfile |
59.625 |
-151.65 |
2005-09-06 11:29:00 |
59.4917 |
-151.65 |
2005-09-06 09:35:00 |
47 |
cmi_full_v2-Cruise_12-Line_1 |
trajectoryProfile |
59.2033 |
-151.875 |
2005-10-13 22:35:00 |
58.65 |
-152.333 |
2005-10-13 15:26:00 |
48 |
cmi_full_v2-Cruise_12-Line_2 |
trajectoryProfile |
58.6867 |
-152.633 |
2005-10-14 01:40:00 |
58.6133 |
-152.817 |
2005-10-14 00:06:00 |
49 |
cmi_full_v2-Cruise_12-Line_3 |
trajectoryProfile |
60.0067 |
-151.883 |
2005-10-14 19:04:00 |
59.7717 |
-152.567 |
2005-10-14 14:47:00 |
50 |
cmi_full_v2-Cruise_12-Line_4 |
trajectoryProfile |
59.625 |
-151.65 |
2005-10-14 22:50:00 |
59.4917 |
-151.65 |
2005-10-14 20:44:00 |
51 |
cmi_full_v2-Cruise_13-Line_1 |
trajectoryProfile |
59.2033 |
-151.875 |
2006-07-27 02:55:00 |
58.65 |
-152.333 |
2006-07-26 19:07:00 |
52 |
cmi_full_v2-Cruise_13-Line_3 |
trajectoryProfile |
60.0067 |
-151.987 |
2006-07-26 03:26:00 |
59.81 |
-152.567 |
2006-07-26 00:02:00 |
53 |
cmi_full_v2-Cruise_13-Line_4 |
trajectoryProfile |
59.625 |
-151.65 |
2006-07-28 14:32:00 |
59.4917 |
-151.65 |
2006-07-28 12:41:00 |
54 |
cmi_full_v2-Cruise_13-Line_6 |
trajectoryProfile |
59.2117 |
-151.925 |
2006-07-28 02:39:00 |
58.865 |
-153.24 |
2006-07-27 16:41:00 |
55 |
cmi_full_v2-Cruise_13-Line_7 |
trajectoryProfile |
59.35 |
-152 |
2006-07-26 16:48:00 |
59.3083 |
-153.302 |
2006-07-26 09:08:00 |
56 |
cmi_full_v2-Cruise_14-Line_1 |
trajectoryProfile |
59.2033 |
-151.875 |
2006-08-06 10:16:00 |
58.65 |
-152.333 |
2006-08-06 03:41:00 |
57 |
cmi_full_v2-Cruise_14-Line_2 |
trajectoryProfile |
58.6867 |
-152.633 |
2006-08-06 19:17:00 |
58.6133 |
-152.817 |
2006-08-06 17:40:00 |
58 |
cmi_full_v2-Cruise_14-Line_3 |
trajectoryProfile |
60.0067 |
-151.883 |
2006-08-05 14:02:00 |
59.7717 |
-152.567 |
2006-08-05 10:04:00 |
59 |
cmi_full_v2-Cruise_14-Line_4 |
trajectoryProfile |
59.625 |
-151.65 |
2006-08-07 14:57:00 |
59.4917 |
-151.65 |
2006-08-07 13:11:00 |
60 |
cmi_full_v2-Cruise_14-Line_6 |
trajectoryProfile |
59.2117 |
-151.925 |
2006-08-07 08:22:00 |
58.865 |
-153.24 |
2006-08-06 23:14:00 |
61 |
cmi_full_v2-Cruise_14-Line_7 |
trajectoryProfile |
59.355 |
-152 |
2006-08-06 02:06:00 |
59.3083 |
-153.302 |
2006-08-05 19:22:00 |
62 |
cmi_full_v2-Cruise_15-Line_1 |
trajectoryProfile |
59.2033 |
-151.875 |
2006-08-13 02:41:00 |
58.65 |
-152.333 |
2006-08-12 19:38:00 |
63 |
cmi_full_v2-Cruise_15-Line_3 |
trajectoryProfile |
60.0067 |
-151.883 |
2006-08-12 04:36:00 |
59.7717 |
-152.567 |
2006-08-12 00:23:00 |
64 |
cmi_full_v2-Cruise_15-Line_4 |
trajectoryProfile |
59.625 |
-151.65 |
2006-08-14 13:27:00 |
59.4917 |
-151.65 |
2006-08-14 11:46:00 |
65 |
cmi_full_v2-Cruise_15-Line_6 |
trajectoryProfile |
59.2117 |
-151.925 |
2006-08-14 03:21:00 |
58.865 |
-153.24 |
2006-08-13 17:40:00 |
66 |
cmi_full_v2-Cruise_15-Line_7 |
trajectoryProfile |
59.355 |
-152 |
2006-08-12 17:34:00 |
59.3083 |
-153.302 |
2006-08-12 10:17:00 |
67 |
cmi_full_v2-Cruise_16-Line_1 |
trajectoryProfile |
59.2033 |
-151.875 |
2006-09-12 13:16:00 |
58.65 |
-152.333 |
2006-09-12 06:48:00 |
68 |
cmi_full_v2-Cruise_16-Line_2 |
trajectoryProfile |
58.6867 |
-152.633 |
2006-09-13 01:43:00 |
58.6133 |
-152.817 |
2006-09-13 00:12:00 |
69 |
cmi_full_v2-Cruise_16-Line_3 |
trajectoryProfile |
60.0067 |
-151.883 |
2006-09-11 16:22:00 |
59.7717 |
-152.567 |
2006-09-11 12:16:00 |
70 |
cmi_full_v2-Cruise_16-Line_4 |
trajectoryProfile |
59.625 |
-151.65 |
2006-09-13 19:04:00 |
59.4917 |
-151.65 |
2006-09-13 17:18:00 |
71 |
cmi_full_v2-Cruise_16-Line_6 |
trajectoryProfile |
59.2117 |
-151.925 |
2006-09-13 15:03:00 |
58.865 |
-153.24 |
2006-09-13 06:13:00 |
72 |
cmi_full_v2-Cruise_16-Line_7 |
trajectoryProfile |
59.355 |
-152 |
2006-09-12 05:27:00 |
59.3083 |
-153.302 |
2006-09-11 22:06:00 |
73 |
sue_shelikof |
trajectoryProfile |
58.6133 |
-152.633 |
2006-09-12 22:04:00 |
58.3505 |
-152.898 |
2006-09-12 19:41:00 |
cat = intake.open_catalog(chr.CAT_NAME("ctd_profiles_cmi_kbnerr"))
Map of CTD Profiles in Transects#
getattr(chr.src.plot_dataset_on_map, "ctd_profiles_cmi_kbnerr")("ctd_profiles_cmi_kbnerr")
Kbay_timeseries#
Kbay_timeseries
cat['Kbay_timeseries'].plot.salt() + cat['Kbay_timeseries'].plot.temp()
Cruise_00#
cmi_full_v2-Cruise_00-Line_3
cat['cmi_full_v2-Cruise_00-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_00-Line_3'].plot.temp()
cmi_full_v2-Cruise_00-Line_4
cat['cmi_full_v2-Cruise_00-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_00-Line_4'].plot.temp()
Cruise_01#
cmi_full_v2-Cruise_01-Line_1
cat['cmi_full_v2-Cruise_01-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_01-Line_1'].plot.temp()
cmi_full_v2-Cruise_01-Line_2
cat['cmi_full_v2-Cruise_01-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_01-Line_2'].plot.temp()
cmi_full_v2-Cruise_01-Line_3
cat['cmi_full_v2-Cruise_01-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_01-Line_3'].plot.temp()
cmi_full_v2-Cruise_01-Line_4
cat['cmi_full_v2-Cruise_01-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_01-Line_4'].plot.temp()
Cruise_02#
cmi_full_v2-Cruise_02-Line_1
cat['cmi_full_v2-Cruise_02-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_02-Line_1'].plot.temp()
cmi_full_v2-Cruise_02-Line_2
cat['cmi_full_v2-Cruise_02-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_02-Line_2'].plot.temp()
cmi_full_v2-Cruise_02-Line_3
cat['cmi_full_v2-Cruise_02-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_02-Line_3'].plot.temp()
cmi_full_v2-Cruise_02-Line_4
cat['cmi_full_v2-Cruise_02-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_02-Line_4'].plot.temp()
Cruise_03#
cmi_full_v2-Cruise_03-Line_1
cat['cmi_full_v2-Cruise_03-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_03-Line_1'].plot.temp()
cmi_full_v2-Cruise_03-Line_2
cat['cmi_full_v2-Cruise_03-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_03-Line_2'].plot.temp()
cmi_full_v2-Cruise_03-Line_3
cat['cmi_full_v2-Cruise_03-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_03-Line_3'].plot.temp()
cmi_full_v2-Cruise_03-Line_4
cat['cmi_full_v2-Cruise_03-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_03-Line_4'].plot.temp()
Cruise_04#
cmi_full_v2-Cruise_04-Line_1
cat['cmi_full_v2-Cruise_04-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_04-Line_1'].plot.temp()
cmi_full_v2-Cruise_04-Line_2
cat['cmi_full_v2-Cruise_04-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_04-Line_2'].plot.temp()
cmi_full_v2-Cruise_04-Line_3
cat['cmi_full_v2-Cruise_04-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_04-Line_3'].plot.temp()
cmi_full_v2-Cruise_04-Line_4
cat['cmi_full_v2-Cruise_04-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_04-Line_4'].plot.temp()
Cruise_05#
cmi_full_v2-Cruise_05-Line_1
cat['cmi_full_v2-Cruise_05-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_05-Line_1'].plot.temp()
cmi_full_v2-Cruise_05-Line_2
cat['cmi_full_v2-Cruise_05-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_05-Line_2'].plot.temp()
cmi_full_v2-Cruise_05-Line_3
cat['cmi_full_v2-Cruise_05-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_05-Line_3'].plot.temp()
cmi_full_v2-Cruise_05-Line_4
cat['cmi_full_v2-Cruise_05-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_05-Line_4'].plot.temp()
Cruise_06#
cmi_full_v2-Cruise_06-Line_1
cat['cmi_full_v2-Cruise_06-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_06-Line_1'].plot.temp()
cmi_full_v2-Cruise_06-Line_2
cat['cmi_full_v2-Cruise_06-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_06-Line_2'].plot.temp()
cmi_full_v2-Cruise_06-Line_3
cat['cmi_full_v2-Cruise_06-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_06-Line_3'].plot.temp()
cmi_full_v2-Cruise_06-Line_4
cat['cmi_full_v2-Cruise_06-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_06-Line_4'].plot.temp()
Cruise_07#
cmi_full_v2-Cruise_07-Line_1
cat['cmi_full_v2-Cruise_07-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_07-Line_1'].plot.temp()
cmi_full_v2-Cruise_07-Line_2
cat['cmi_full_v2-Cruise_07-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_07-Line_2'].plot.temp()
cmi_full_v2-Cruise_07-Line_3
cat['cmi_full_v2-Cruise_07-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_07-Line_3'].plot.temp()
cmi_full_v2-Cruise_07-Line_4
cat['cmi_full_v2-Cruise_07-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_07-Line_4'].plot.temp()
Cruise_08#
cmi_full_v2-Cruise_08-Line_1
cat['cmi_full_v2-Cruise_08-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_08-Line_1'].plot.temp()
cmi_full_v2-Cruise_08-Line_2
cat['cmi_full_v2-Cruise_08-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_08-Line_2'].plot.temp()
cmi_full_v2-Cruise_08-Line_3
cat['cmi_full_v2-Cruise_08-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_08-Line_3'].plot.temp()
cmi_full_v2-Cruise_08-Line_4
cat['cmi_full_v2-Cruise_08-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_08-Line_4'].plot.temp()
Cruise_09#
cmi_full_v2-Cruise_09-Line_1
cat['cmi_full_v2-Cruise_09-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_09-Line_1'].plot.temp()
cmi_full_v2-Cruise_09-Line_2
cat['cmi_full_v2-Cruise_09-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_09-Line_2'].plot.temp()
cmi_full_v2-Cruise_09-Line_3
cat['cmi_full_v2-Cruise_09-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_09-Line_3'].plot.temp()
cmi_full_v2-Cruise_09-Line_4
cat['cmi_full_v2-Cruise_09-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_09-Line_4'].plot.temp()
Cruise_10#
cmi_full_v2-Cruise_10-Line_1
cat['cmi_full_v2-Cruise_10-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_10-Line_1'].plot.temp()
cmi_full_v2-Cruise_10-Line_2
cat['cmi_full_v2-Cruise_10-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_10-Line_2'].plot.temp()
cmi_full_v2-Cruise_10-Line_3
cat['cmi_full_v2-Cruise_10-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_10-Line_3'].plot.temp()
cmi_full_v2-Cruise_10-Line_4
cat['cmi_full_v2-Cruise_10-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_10-Line_4'].plot.temp()
Cruise_11#
cmi_full_v2-Cruise_11-Line_1
cat['cmi_full_v2-Cruise_11-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_11-Line_1'].plot.temp()
cmi_full_v2-Cruise_11-Line_2
cat['cmi_full_v2-Cruise_11-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_11-Line_2'].plot.temp()
cmi_full_v2-Cruise_11-Line_3
cat['cmi_full_v2-Cruise_11-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_11-Line_3'].plot.temp()
cmi_full_v2-Cruise_11-Line_4
cat['cmi_full_v2-Cruise_11-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_11-Line_4'].plot.temp()
Cruise_12#
cmi_full_v2-Cruise_12-Line_1
cat['cmi_full_v2-Cruise_12-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_12-Line_1'].plot.temp()
cmi_full_v2-Cruise_12-Line_2
cat['cmi_full_v2-Cruise_12-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_12-Line_2'].plot.temp()
cmi_full_v2-Cruise_12-Line_3
cat['cmi_full_v2-Cruise_12-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_12-Line_3'].plot.temp()
cmi_full_v2-Cruise_12-Line_4
cat['cmi_full_v2-Cruise_12-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_12-Line_4'].plot.temp()
Cruise_13#
cmi_full_v2-Cruise_13-Line_1
cat['cmi_full_v2-Cruise_13-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_13-Line_1'].plot.temp()
cmi_full_v2-Cruise_13-Line_3
cat['cmi_full_v2-Cruise_13-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_13-Line_3'].plot.temp()
cmi_full_v2-Cruise_13-Line_4
cat['cmi_full_v2-Cruise_13-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_13-Line_4'].plot.temp()
cmi_full_v2-Cruise_13-Line_6
cat['cmi_full_v2-Cruise_13-Line_6'].plot.salt() + cat['cmi_full_v2-Cruise_13-Line_6'].plot.temp()
cmi_full_v2-Cruise_13-Line_7
cat['cmi_full_v2-Cruise_13-Line_7'].plot.salt() + cat['cmi_full_v2-Cruise_13-Line_7'].plot.temp()
Cruise_14#
cmi_full_v2-Cruise_14-Line_1
cat['cmi_full_v2-Cruise_14-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_14-Line_1'].plot.temp()
cmi_full_v2-Cruise_14-Line_2
cat['cmi_full_v2-Cruise_14-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_14-Line_2'].plot.temp()
cmi_full_v2-Cruise_14-Line_3
cat['cmi_full_v2-Cruise_14-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_14-Line_3'].plot.temp()
cmi_full_v2-Cruise_14-Line_4
cat['cmi_full_v2-Cruise_14-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_14-Line_4'].plot.temp()
cmi_full_v2-Cruise_14-Line_6
cat['cmi_full_v2-Cruise_14-Line_6'].plot.salt() + cat['cmi_full_v2-Cruise_14-Line_6'].plot.temp()
cmi_full_v2-Cruise_14-Line_7
cat['cmi_full_v2-Cruise_14-Line_7'].plot.salt() + cat['cmi_full_v2-Cruise_14-Line_7'].plot.temp()
Cruise_15#
cmi_full_v2-Cruise_15-Line_1
cat['cmi_full_v2-Cruise_15-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_15-Line_1'].plot.temp()
cmi_full_v2-Cruise_15-Line_3
cat['cmi_full_v2-Cruise_15-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_15-Line_3'].plot.temp()
cmi_full_v2-Cruise_15-Line_4
cat['cmi_full_v2-Cruise_15-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_15-Line_4'].plot.temp()
cmi_full_v2-Cruise_15-Line_6
cat['cmi_full_v2-Cruise_15-Line_6'].plot.salt() + cat['cmi_full_v2-Cruise_15-Line_6'].plot.temp()
cmi_full_v2-Cruise_15-Line_7
cat['cmi_full_v2-Cruise_15-Line_7'].plot.salt() + cat['cmi_full_v2-Cruise_15-Line_7'].plot.temp()
Cruise_16#
cmi_full_v2-Cruise_16-Line_1
cat['cmi_full_v2-Cruise_16-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_16-Line_1'].plot.temp()
cmi_full_v2-Cruise_16-Line_2
cat['cmi_full_v2-Cruise_16-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_16-Line_2'].plot.temp()
cmi_full_v2-Cruise_16-Line_3
cat['cmi_full_v2-Cruise_16-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_16-Line_3'].plot.temp()
cmi_full_v2-Cruise_16-Line_4
cat['cmi_full_v2-Cruise_16-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_16-Line_4'].plot.temp()
cmi_full_v2-Cruise_16-Line_6
cat['cmi_full_v2-Cruise_16-Line_6'].plot.salt() + cat['cmi_full_v2-Cruise_16-Line_6'].plot.temp()
cmi_full_v2-Cruise_16-Line_7
cat['cmi_full_v2-Cruise_16-Line_7'].plot.salt() + cat['cmi_full_v2-Cruise_16-Line_7'].plot.temp()
sue_shelikof#
sue_shelikof
cat['sue_shelikof'].plot.salt() + cat['sue_shelikof'].plot.temp()